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Remote Sensing publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Remote Sensing for Ocean-Atmosphere Interaction Studies
edited by
submission deadline 31 Aug 2026 | 3 articles | Viewed by 3915 | Submission Open
Keywords: air–sea interactions; satellite oceanography; ocean surface wind/heat fluxes; satellite/in situ data validation; high-impact weather events; impact studies; uncertainty quantification
(This special issue belongs to the Section Ocean Remote Sensing)
Advances in Remote Sensing Approaches for Agricultural Monitoring at Field and Regional Scale (Second Edition)
edited by
submission deadline 31 Aug 2026 | 4 articles | Viewed by 3786 | Submission Open
Keywords: precision agriculture; photogrammetry; UAV; yield monitoring; crop monitoring; agricultural monitoring; artificial intelligence
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Forest Disturbance Monitoring with Optical Satellite Imagery
edited by Antoine Masse and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 3737 | Submission Open
Keywords: forest disturbance; optical remote sensing; forest degradation; forest monitoring multi-source data fusion; data calibration and validation
(This special issue belongs to the Section Forest Remote Sensing)
Advancements in Deep Learning for Remote Sensing: Exploring Planetary and Earth Observation Applications submission deadline 31 Aug 2026 | 2 articles | Viewed by 3715 | Submission Open
Keywords: deep learning; earth observation; planetary science; feature detection; mapping; super-resolution; classification
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Remote Sensing Satellites Calibration and Validation: 2nd Edition
edited by Yonghua Jiang, and Litao Li
submission deadline 31 Aug 2026 | 3 articles | Viewed by 3511 | Submission Open
Keywords: new calibration method; accuracy of satellite calibration; challenge of satellite calibration
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Satellite Soil Moisture Estimation, Assessment, and Applications (Second Edition)
edited by , Lun Gao, and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 3418 | Submission Open
Keywords: surface and root-zone soil moisture; passive and active microwaves; SMOS/SMAP/AMSR2/CIMR; vegetation optical depth; evaluation/intercomparison; data assimilation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing in Maritime Navigation and Transportation submission deadline 31 Aug 2026 | 2 articles | Viewed by 3336 | Submission Open
Keywords: safety of maritime navigation; maritime traffic monitoring; environmental monitoring; vessel tracking and coastal surveillance; GNSS-based maritime navigation and transportation; synthetic aperture radar (SAR) and satellite imagery; navigation systems; port operations optimisation; maritime transportation efficiency; dynamic positioning; polar navigation
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
AI-Enhanced Remote Sensing and Land Surface Modeling for Terrestrial Hydrology and Climate Systems
edited by , and Qing Yang
submission deadline 31 Aug 2026 | 2 articles | Viewed by 3212 | Submission Open
Keywords: Artificial Intelligence (AI); land surface model; remote sensing data assimilation; hydroclimatic extremes; climate modeling; human–environment interactions; hydrometeorological variables monitoring
(This special issue belongs to the Section Environmental Remote Sensing)
Interpretation and Attribution of Land Subsidence: A Remote Sensing and Machine Learning Perspective
edited by , , and Zheyuan Du
submission deadline 31 Aug 2026 | 3 articles | Viewed by 3166 | Submission Open
Keywords: land subsidence; remote sensing; machine learning; deep learning; subsidence monitoring; predictive modeling; data fusion; ground deformation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advances in GNSS-Reflectometry and Remote Sensing for Ocean Surface Monitoring
edited by and
submission deadline 31 Aug 2026 | 5 articles | Viewed by 3163 | Submission Open
Keywords: GNSS-R; Beidou; ocean; sea ice; wind speed
(This special issue belongs to the Section Ocean Remote Sensing)
Advancing Ocean Observation, Analysis, and Forecasting Through AI-Powered Remote Sensing
edited by Lei Ren, and
submission deadline 31 Aug 2026 | 4 articles | Viewed by 2984 | Submission Open
Keywords: remote sensing; artificial intelligence technology; observation; forecast; analysis; reconstruction
(This special issue belongs to the Section Ocean Remote Sensing)
Applications of UAV Photogrammetric Survey in Smart City and Smart Region
edited by Ka Zhang
submission deadline 31 Aug 2026 | 2 articles | Viewed by 2961 | Submission Open
Keywords: structure from motion; route planning; airborne point cloud processing; multi-source data fusion; multi-source data processing; object detection and recognition; image matching; 3D reconstruction
(This special issue belongs to the Section Urban Remote Sensing)
Urban Land Use Mapping Using Deep Learning
edited by , and Ruisheng Wang
submission deadline 31 Aug 2026 | 2 articles | Viewed by 2955 | Submission Open
Keywords: urban land use mapping; deep learning; multi-modal data integration; knowledge graphs; remote sensing; urban environmental monitoring; semantic segmentation; three-dimensional urban modeling; dynamic urban change detection
(This special issue belongs to the Section Urban Remote Sensing)
Spatio-Temporal Land Surface Temperature Retrieval Based on Ground-Based, Satellite Observations and Artificial Intelligence
edited by , Xiangyang Liu and Tian Hu
submission deadline 31 Aug 2026 | 2 articles | Viewed by 2818 | Submission Open
Keywords: land surface temperature (LST); retrieval algorithm; complex terrain; urban area; ground-based observation; artificial intelligence; validation; reconstruction of data under clouds; temporal scale expansion
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Artificial Intelligence and Multi-Source Remote Sensing for Surface Hydrology
edited by and Liguang Jiang
submission deadline 31 Aug 2026 | 2 articles | Viewed by 2725 | Submission Open
Keywords: multi-source remote sensing; surface water monitoring; satellite altimetry; SWOT mission; GRACE gravimetry; hydrological modeling; AI-based methods; climate change impacts; flood and drought monitoring; transboundary river basins
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Remote Sensing for Hydrological Management submission deadline 31 Aug 2026 | 3 articles | Viewed by 2717 | Submission Open
Keywords: remote sensing; hydrological monitoring; hydrological extremes; hydrological models; soil moisture; water quality; water management
(This special issue belongs to the Section Environmental Remote Sensing)
State-of-the-Art Remote Sensing in Precipitation and Thunderstorm
edited by and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 2614 | Submission Open
Keywords: severe convective weather; thunderstorm gale; hail; short term heavy precipitation; nowcasting; artificial intelligence
(This special issue belongs to the Section Atmospheric Remote Sensing)
Spatiotemporal AI Methods for Atmospheric Remote Sensing
edited by and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 2359 | Submission Open
Keywords: spatiotemporal AI; remote sensing; atmospheric composition; cloud features; air pollution and aerosols; environmental monitoring; climate and health impacts
(This special issue belongs to the Section Atmospheric Remote Sensing)
From Pixels to Spectra: Towards Generalizable Large Models for Hyperspectral Remote Sensing
edited by Yaxiong Chen, Qingyu Li, and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 2309 | Submission Open
Keywords: hyperspectral image processing; spectral–spatial feature extraction; dimensionality reduction; deep learning for HSI; self-supervised learning; spectral unmixing; semantic segmentation; change detection; lightweight models; high-resolution remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Deep Learning for Multi-Sensor Remote Sensing: Advancements in Image Classification and Semantic Segmentation
edited by Xiaoyi Wang, , Dayan Guan, Xin He and
submission deadline 31 Aug 2026 | 5 articles | Viewed by 2255 | Submission Open
Keywords: multi-sensor data fusion; image classification; semantic segmentation; transfer learning; target detection; urban planning; environmental monitoring
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in GeoAI with Remote Sensing Imagery for Urban Green Space Mapping and Monitoring submission deadline 31 Aug 2026 | 2 articles | Viewed by 2156 | Submission Open
Keywords: urban green space; GeoAI; remote sensing; deep learning; data fusion; environmental justice; dynamic monitoring; explainable AI; image segmentation
(This special issue belongs to the Section Urban Remote Sensing)
State of the Art in Land Cover Classification and Mapping: Building Up Digital Twins of Earth submission deadline 31 Aug 2026 | 2 articles | Viewed by 2086 | Submission Open
Keywords: classification; mapping; classification systems; land cover; remote sensing images; scale; resolution; semantics; spectral–spatial–temporal features; phenology; pattern analysis; machine learning; rule bases; accuracy metrics and assessment; uncertainty; confusion matrix; mixed pixels; sampling; reference samples; image interpretation
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Space Geodesy and Time Transfer: From Satellite to Science
edited by Anja Schlicht and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1926 | Submission Open
Keywords: GENESIS; reference frames; VLBI; SLR; DORIS; GNSS; time transfer; relativistic geodesy from space; space clocks; moon time scale; systematic errors; collocation; clock ties; troposphere ties; inter-satellite links; satellite constellations in space geodesy; combination of space techniques; ray tracing of weather models; water vapour radiometer; future constellations
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Advanced AI Technology for Remote Sensing Analysis (Second Edition)
edited by Guangliang Cheng, Shuchang Lyu and
submission deadline 31 Aug 2026 | 4 articles | Viewed by 1860 | Submission Open
Keywords: multi-modality images; image fusion; cross-domain adaptation; visual–linguistic models; multi-modality downstream tasks; remote sensing; pattern analysis; advanced AI technology; image segmentation/detection and change detection
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing for Wildfire Science: Monitoring, Modeling, and Mitigation
edited by and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1841 | Submission Open
Keywords: fuel; fire regime; wildfire monitoring; wildfire modeling; fire ecology; climate change; carbon cycling; remote sensing; multidisciplinary
(This special issue belongs to the Section Environmental Remote Sensing)
Storms and Floods Analysis Based on the Fusion of Satellite, Meteorological and Ground Station Observation Data
edited by , , Donglian Sun and
submission deadline 31 Aug 2026 | 2 articles | Viewed by 1831 | Submission Open
Keywords: remote sensing; flood monitoring; storm tracking; data fusion; extreme event analysis; AI and machine learning; disaster risk reduction
(This special issue belongs to the Section Earth Observation for Emergency Management)
Remote Sensing for Marine Ecological Research
edited by and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1782 | Submission Open
Keywords: marine ecology; coral reefs; seagrass ecosystems; kelp forests; spatial data science; underwater observations
(This special issue belongs to the Section Ocean Remote Sensing)
Multisource Data Fusion and Reasoning in Remote Sensing: From Perception to Decision Making
edited by , Yaxiong Chen and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1779 | Submission Open
Keywords: remote sensing multi-modal learning; vision–language models; multi-modal reasoning; cross-modal alignment; multi-source fusion; reinforcement learning; remote sensing agent systems
(This special issue belongs to the Section AI Remote Sensing)
The Applications of Remote Sensing, Machine Learning, and Deep Learning in Atmospheric Radiative Transfer submission deadline 31 Aug 2026 | 1 articles | Viewed by 1742 | Submission Open
Keywords: atmospheric radiative transfer; remote sensing detection; machine learning; deep learning; parameterization of physical processes; collaborativeinversion of multi-source
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in Deep Learning in the Retrieval of Key Parameters of Agrometeorological Remote Sensing (Second Edition)
edited by , and Jongmin Park
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1667 | Submission Open
Keywords: surface temperature; near-surface air temperature; surface emissivity; soil moisture; vegetation moisture content; water vapor content; precipitation; LAI; drought and flood
(This special issue belongs to the Section Environmental Remote Sensing)
Multi-, Hyperspectral and SAR Sensing Data for Environmental Monitoring and Natural Hazard Management
edited by , , and Federico Rabuffi
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1607 | Submission Open
Keywords: new and consolidated algorithm for product generation; natural risks; geo-resources; time series products; CAL/VAL activities; orbiting and future missions
(This special issue belongs to the Section Environmental Remote Sensing)
Hyperspectral Data Analysis of Vegetation and Soil Monitoring
edited by , Weichao Sun and
submission deadline 31 Aug 2026 | 3 articles | Viewed by 1593 | Submission Open
Keywords: hyperspectral imaging; spaceborne remote sensing; vegetation parameters retrieval; soil properties mapping; precision agriculture; radiative transfer modeling; machine learning; spectral unmixing
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in Remote Sensing for Earthquake and Fault Detection
edited by and
submission deadline 31 Aug 2026 | 2 articles | Viewed by 1522 | Submission Open
Keywords: earthquake remote sensing; fault detection; InSAR; seismic hazard assessment; active tectonics; machine learning in geoscience
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Hyperspectral and Thermal Remote Sensing for Precision Agriculture and Environmental Monitoring submission deadline 31 Aug 2026 | Viewed by 1271 | Submission Open
Keywords: hyperspectral imaging; thermal remote sensing; precision agriculture; environmental monitoring; irrigation management; earth observation; UAV and satellite applications; machine learning in remote sensing
(This special issue belongs to the Section Environmental Remote Sensing)
Application of Satellite Data for Lightning Mapping submission deadline 31 Aug 2026 | 1 articles | Viewed by 1219 | Submission Open
Keywords: lightning; lightning climatology; spaceborne sensors; forecasting; nowcasting; GLM; LMI; LI; lightning mapping
(This special issue belongs to the Section Atmospheric Remote Sensing)
High-Resolution Mapping and Monitoring of Estuarine Systems Using Multi-Sensor Remote Sensing and Machine Learning submission deadline 31 Aug 2026 | 2 articles | Viewed by 1205 | Submission Open
Keywords: water quality; habitat mapping; unmanned aerial systems; satellites; multispectral sensors; LiDAR; aerial imagery
(This special issue belongs to the Section Environmental Remote Sensing)
Super-Resolution and Reconstruction of Remote Sensing Images
edited by Xiaowen Liu and Yijun Chen
submission deadline 31 Aug 2026 | 2 articles | Viewed by 1149 | Submission Open
Keywords: remote sensing; image super-resolution; deep learning; multiscale enhancement; image fusion; multiscale feature; frequency domain
(This special issue belongs to the Section Remote Sensing Image Processing)
Geohazard Monitoring Based on Remote Sensing and Artificial Intelligence
edited by Marta Ciążela
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1128 | Submission Open
Keywords: geohazard monitoring; remote sensing; GIS; artificial intelligence; climate-related hazards; data fusion
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advanced Hyperspectral Imaging and AI for Geological Applications
edited by Lizhe Wang, Yingjun Zhao, Fuping Gan and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1116 | Submission Open
Keywords: hyperspectral imaging; artificial intelligence (AI); machine learning; mineral mapping; ore deposit prediction; geological exploration; landslide detection; environmental geology; anomaly detection; critical minerals
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advances in Remote Sensing for Smart Agriculture and Digital Twins
edited by , and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 1084 | Submission Open
Keywords: remote sensing; GIS; agro-geoinformatics; smart agriculture; digital twin; disaster risk reduction; reproducible EO science; FAIR
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Multi-Modal Remote Sensing and Data Assimilation for Crop Type Mapping, Growth, Phenology and Yield Estimation submission deadline 31 Aug 2026 | 1 articles | Viewed by 1017 | Submission Open
Keywords: agricultural remote sensing; precision agriculture; crop mapping; crop stress; crop phenology; yield prediction; soil monitoring; data fusion; time-series analysis; irrigation management; drought monitoring; unmanned aerial vehicles (UAVs); satellite imagery; hyperspectral and multispectral imaging; LiDAR; machine learning; statistical analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Monitoring Urban Environment from Space
edited by Yong Xue, and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 904 | Submission Open
Keywords: land use/land cover change; urban heat island; air pollution mapping; sustainable cities; earth observation; machine learning; multi-sensor fusion; climate resilience; big data analytics; disaster risk assessment
(This special issue belongs to the Section Urban Remote Sensing)
Dam Stability Monitoring with Satellite Geodesy (Third Edition) submission deadline 31 Aug 2026 | 1 articles | Viewed by 734 | Submission Open
Keywords: dam; satellite geodesy; remote sensing; GNSS; radar interferometry; InSAR; deformation monitoring; geodetic measurements; geotechnical measurements; infrastructure; earth observation; sensors
(This special issue belongs to the Section Engineering Remote Sensing)
The NASA Land-Cover/Land-Use Change Program: Past Achievements and Current Advances
edited by , Garik Gutman and
submission deadline 31 Aug 2026 | 1 articles | Viewed by 705 | Submission Open
Keywords: land-cover/land-use change; long-term monitoring; multi-satellite remote sensing; time series; historical reconstruction; land-change drivers; urbanization; deforestation; agricultural expansion; agricultural abandonment; land degradation; ecosystem services; modeling; digital twins; AI/machine learning; decision support; sustainable land management; natural resource planning
Remote Sensing for Characterization of Fractured Rocks Masses and Landslide Monitoring submission deadline 31 Aug 2026 | Viewed by 679 | Submission Open
Keywords: fractured rock masses; groundwater; InSAR; landslides; slope instability; UAV
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Applications of Advanced Computational Technologies and Algorithms for Spatiotemporal Analysis in the Artificial Intelligence Era
edited by Wenwu Tang, and
submission deadline 31 Aug 2026 | Viewed by 640 | Submission Open
Keywords: big spatiotemporal data; advanced computational technologies and algorithms; spatial analysis and modeling; artificial intelligence applications; land systems
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Application of Remote Sensing in Forest and Grassland Fire Management submission deadline 31 Aug 2026 | 1 articles | Viewed by 618 | Submission Open
Keywords: forest fire; forest and grassland combustibles; forest grassland meteorology; fire hazard; fuel load; fuel moisture content; fire extinguishing; loss assessment
(This special issue belongs to the Section Forest Remote Sensing)
Intelligent Processing Techniques for Monocular and Multi-View Remote Sensing Imagery
edited by Shiqing Wei, Jin Liu and
submission deadline 31 Aug 2026 | Viewed by 602 | Submission Open
Keywords: monocular remote sensing; multi-view stereo; intelligent image processing; multi-source data fusion; 3D reconstruction; semantic segmentation; object detection; monocular depth estimation; stereo matching; terrain and urban modeling
(This special issue belongs to the Section Remote Sensing Image Processing)
Geodesy for Geohazards with AI Techniques submission deadline 31 Aug 2026 | Viewed by 558 | Submission Open
Keywords: GNSS; gravity; InSAR; geodetic observations; geohazards; extreme events; artificial intelligence
(This special issue belongs to the Section Earth Observation for Emergency Management)
Precise Parameter Estimation in Remote Sensing Observations: From Satellite Corrections, Atmospheric Delay to Phase Unwrapping
edited by
submission deadline 31 Aug 2026 | 1 articles | Viewed by 555 | Submission Open
Keywords: parameter estimation ; Earth observation ; satellite correction ; calibration (radiographic calibration/geometric calibration) ; atmospheric delay compensation ; phase unwrapping ; InSAR
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
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